Public Health Commons^™

Penemuan Kasus Infeksi Kusta Subklinis Pada Anak Melalui Deteksi Kadar Antibodi (Igm) Anti Pgl-1, Arif Sujagat, Fardhiasih Dwi Astuti, Eva Muslimawati Saputri, Annisa Sani, Agil Dwi Prasetya

Kesmas

]Kusta merupakan penyakit menular kronis yang disebabkan Mycobacterium leprae. Indonesia menempati peringkat ketiga penyumbang kasus kusta terbanyak di dunia pada tahun 2012 – 2014. Kota Surabaya merupakan daerah endemis kusta. Penelitian ini bertujuan untuk deteksi dini kusta subklinis berdasarkan pengukuran kadar antibodi (IgM) anti PGL-1 dan mengetahui faktor-faktor yang berhubungan dengan kusta subklinis pada anak di Kota Surabaya. Penelitian analitik menggunakan desain potong lintang pada bulan April - Mei 2015. Populasi dilakukan penelitian adalah keluarga yang memiliki anggota penderita kusta. Sampel dipilih dengan teknik simple random sampling dan sebanyak 30 kepala keluarga terpilih melalui rapid school and village survey pada …

Pre-Eklampsia Berat Dan Kematian Ibu, Nova Muhani, Besral Besral

Kesmas

Pre-eklampsia berat, salah satu penyebab utama kematian ibu di Indonesia dan di RSUD Dr. H. Abdul Moeloek Lampung, merupakan penyebab kematian ibu nomor satu (47,25%). Penelitian ini bertujuan untuk mengetahui hubungan prediktor pre-eklampsi berat (PEB) yang dinilai dari tekanan darah sistolik, tekanan darah diastolik, proteiunuria, eklampsia, sindrom hemolysis, elevated liver enzymes, low platelets count (HELLP) dengan kematian ibu di RSUD Dr. H. Abdul Moeloek. Penelitian ini menggunakan desain kasus kontrol dengan jumlah sampel 60 kasus dan 120 kontrol. Data diolah dari rekam medis rumah sakit selama periode lima tahun (2010 – 2014). Hasil penelitian ini memperlihatkan bahwa sindrom HELLP memiliki …

Peran Tenaga Kesehatan Dan Keluarga Dalam Kehamilan Usia Remaja, Mery Ramadani, Dien Gusta Anggraini Nursal, Livia Ramli

Kesmas

Sebanyak 10,3% kematian tidak langsung pada ibu disebabkan kehamilan usia remaja (< 20 tahun). Di Kabupaten Tanah Datar, masih terjadi peningkatan kehamilan usia remaja dalam tiga tahun terakhir. Penelitian ini bertujuan untuk mengetahui peran tenaga kesehatan, dukungan keluarga, dan pengetahuan remaja dengan kehamilan usia remaja di wilayah kerja Puskesmas Singgalang, Kabupaten Tanah Datar tahun 2014. Penelitian dilaksanakan pada bulan Mei – Juni 2014 menggunakan desain potong lintang. Populasi adalah seluruh remaja putri berusia < 20 tahun yang telah menikah berjumlah 215 orang. Sampel berjumlah 68 orang dan pengambilan sampel dilakukan secara proporsional di delapan jorong/desa. Data dikumpulkan melalui wawancara menggunakan kuesioner. Kemudian, analisis bivariat dilakukan dengan uji kai kuadrat dan analisis multivariat dengan uji regresi logistik ganda. Hasil penelitian mendapatkan sebanyak 55,9% responden hamil di usia remaja. Sebanyak 52,9% responden kurang merasakan peran dari tenaga kesehatan, 66,2% kurang mendapat dukungan keluarga, dan 58,8% memiliki pengetahuan rendah. Didapatkan hubungan peran tenaga kesehatan (nilai p = 0,032), dukungan keluarga (nilai p = 0,025), dan tingkat pengetahuan (nilai p = 0,002) dengan kehamilan usia remaja. Dapat disimpulkan bahwa tenaga kesehatan, keluarga dan tingkat pengetahuan berperan dalam kehamilan remaja. Tenaga kesehatan perlu memberikan penyuluhan mengenai risiko kehamilan remaja kepada remaja serta keluarga. Worth 10.3% of indirect maternal death is due to teenage pregnancy (< 20 years old). In Tanah Datar District, the increase of teenage pregnancy has occured in the last three years. This study aimed to determine health worker's role, family's support and teenagers' knowledge with teenage pregnancy in work area of Singgalang Primary Health Care, Tanah Datar District in 2014. This study was conducted on May – June 2014 using cross-sectional design. Population was 215 married teenage girls < 20 years old. A total of sample was 68 selected proportionally in eight villages. Data were collected through interview using questionnaire. Then bivariate analysis was conducted using chi-square test and multivariate analysis using multiple logistic regression test. Results of study found 55.9% of respondents were pregnant in teen age. Respondents worth 52.9% got less health worker’s role, 66.2% got less family’s support and 58.8% had low level of knowledge. There was a relation found between health worker’s role (p value = 0.032), family’s support (p value = 0.025) and knowledge level (p value = 0.002) with teenage pregnancy. In conclusion, health workers, family and knowledge level play a role in teenage pregnancy. Health workers need to provide counseling concerning teenage pregnancy risks for both teenagers and families.

Pengaruh Musik Keroncong Selama Pelaksanaan Kangaroo Mother Care Terhadap Respons Fisiologis Dan Lama Rawat Bayi Dengan Berat Badan Lahir Rendah, Anita Rahmawati, Endah Marianingsih Theresia, Yuliasti Eka Purnamaningrum

Kesmas

Kangaroo mother care (KMC) merupakan metode merawat bayi berat badan lahir rendah (BBLR). Beberapa intervensi perawatan di neonatal intensive care unit seperti pijat bayi, KMC, dan mendengarkan musik bermanfaat untuk pertumbuhan bayi berupa respons fisiologis BBLR dan mengurangi lama rawat. Penelitian ini bertujuan untuk mengetahui manfaat musik keroncong terhadap respons BBLR selama KMC dan lama rawat. Rancangan penelitian adalah quasi eksperimental dengan pretest dan posttest dengan desain grup kontrol. Pada Juli - September 2014 populasi penelitian adalah ibu dan bayi BBLR yang melaksanakan KMC. Pengambilan sampel dengan purposive sampling sebanyak 60 bayi. Kriteria inklusi bayi BBLR yang ditetapkan adalah berat …

Open Access Challenge, Amy Dailey, Janelle Wertzberger

Open Access Week at Gettysburg College

This class activity is designed to help health sciences students understand challenges to accessing public health information in a variety of settings. The exercise was created for students in Prof. Dailey’s Global Health class (HS 322) at Gettysburg College in Fall 2015.

The activity, as well as notes for instructors considering using this exercise, are both shared here.

Accounting For Indirect Costs In Public Health Cost Analyses, Melanie D. Whittington, Adam Atherly, Lisa Vanraemdonck

Frontiers in Public Health Services and Systems Research

Background. There is a gap in research regarding the resources needed to deliver public health activities, which inhibits informed decision making around investments in public health and the allocation of funds among activities. When conducting cost analyses in public health, it is important to include costs from all cost components, including personnel, non-personnel, and indirect costs. However, defining, identifying, and measuring indirect costs is challenging and can impede studies of this type. Purpose. The purpose of this pilot study is to create a catalog of the methodologies public health researchers have used to account for indirect costs. Methods. We surveyed …

Vision, Mission, And Values: From Concept To Execution At Mayo Clinic, Sandhya Pruthi, Dawn Marie R. Davis, Dawn L. Hucke, Francesca B. Ripple, Barbara S. Tatzel, James A. Dilling, Paula J. Santrach, Jeffrey W. Bolton, John H. Noseworthy

Patient Experience Journal

Mayo Clinic displays steadfast commitment to patient care, referral relations, and health care quality through institutional examples of unique, value-add endeavors that are under way with the Mayo Clinic Patient Experience Subcommittee and the Referring Physician Office. In this article, we share the Mayo Model of Care and patient stories that embody the 8 Mayo Clinic values of respect, compassion, integrity, healing, teamwork, excellence, innovation, and stewardship. The Mayo founders imparted to their staff the passion for patient care by encouraging a fair and just culture for its employees. This culture allows the creation, maintenance, and improvement of clinical care, …

Randomized Clinical Trial Comparing Perioperative Care For Breast Cancer Patients At A Patient Hotel Versus A General Surgical Ward, Madleen Anna Camilla Huzell, Johan Frisack, Kristina Dalberg

Patient Experience Journal

Breast cancer is the most frequent cancer among women in Europe and the US. The aim of this study was to assess whether perioperative care, for breast cancer patients, provided at a patient hotel could be an alternative to the conventional care in an ordinary surgical ward. The study focuses solely on the patients’ experience of the provided care with a primary outcome that perioperative care at the patient hotel would be valued better than care in a general ward. Prospective, randomized single centre study. Between 2010 and 2012 a total of 151 patients < 80 years and without severe comorbidities were included in the trial, whereof 76 patients were randomised to the ward group and 75 patients to the hotel group. Five patients were excluded from each group. The validated IN2005-E questionnaire was used to evaluate the patients’ experiences of the care. The response rate was high with 65 patients answering the IN2005-E in each group. No difference could be found between the two groups regarding patient characteristics, type of surgery or tumour characteristics. The patients generally perceived the quality of the provided care as high. However, in the hotel group there was a better experience of care regarding issues such as coordination, privacy, some aspects of medical information, availability and the courtesy of the nurses. For selected patients, perioperative care at a patient hotel is an appreciated alternative to care at a surgical ward.

Patient Needs In Advanced Renal Cell Carcinoma: What Are Patients’ Priorities And How Well Are We Meeting Them?, Rick Harris, Kate Oake, Robert E. Hawkins, Robert J. Jones, Thomas Powles, David A. Montgomery

Patient Experience Journal

Treatment options and duration of therapy for patients with metastatic renal cell carcinoma (mRCC) have increased. Many patients now spend in excess of 2 years on active therapy. These patients’ needs, and the ability of health services to respond to them, are poorly understood. Ten patients living with mRCC for more than 2 years and treated with at least one targeted agent were selected at random from three hospitals in the United Kingdom (UK). One interviewer who was not involved in their care conducted in-depth interviews. Interview transcripts were analysed using Interpretative Phenomenological Analysis (IPA) to identify issues of greatest …

The Comparative Impact Of Different Patient-Centered Medical Home Domains On Satisfaction Among Individuals Living With Type Ii Diabetes, Jon Mills, Allyson Hall, Rebecca Tanner, Jeffrey Harman, David L. Wood, Charles Lorbeer

Patient Experience Journal

Chronic illnesses like type 2 diabetes are costly and difficult to treat. Patient-centered medical homes (PCMH) have the potential to improve patient satisfaction in this population. However, which domains have the most impact on patient satisfaction has not been established. The aim of this study was to assess the relative strength of association between seven PCMH domains and two measures of satisfaction. Cross-sectional data were used in this observational study collected from a random sample of adults aged 18-89 with type 2 diabetes (n=1301) seen at 4 PCMHs. The Ambulatory Care Experiences Survey instrument was used to assess all measures. …

A Vision For Using Online Portals For Surveillance Of Patient-Centered Communication In Cancer Care, Hardeep Singh, Neeraj K. Arora, Kathleen M. Mazor, Richard L. Street Jr

Patient Experience Journal

The Veterans Health Administration (VHA) is charged with providing high-quality health care, not only in terms of technical competence but also with regard to patient-centered care experiences. Patient-centered coordination of care and communication are especially important in cancer care, as deficiencies in these areas have been implicated in many cases of delayed cancer diagnosis and treatment. Additionally, because cancer care facilities are concentrated within the VHA system, geographical and system-level barriers may present prominent obstacles to quality care. Systematic assessment of patient-centered communication (PCC) may help identify both individual veterans who are at risk of suboptimal care and opportunities for …

Impact Of Hospital Characteristics On Patients’ Experience Of Hospital Care: Evidence From 14 States, 2009-2011, Emily M. Johnston, Kenton J. Johnston, Jaeyong Bae, Jason M. Hockenberry, Ariel C. Avgar, Arnold Milstein Md, Mph, Sandra S. Liu, Ira Wilson, Edmund Becker

Patient Experience Journal

This paper uses patient responses to the Hospital Consumer Assessment of Healthcare Providers and Systems (HCAHPS) survey for three years (2009-2011) from 1,333 acute-care hospitals in fourteen states to analyze patterns in 10 hospital-reported patient experience-of-care scores by 29 characteristics classified as: patient characteristics, payer source, patient severity, hospital characteristics, hospital operations, and market characteristics. We also evaluate how scores have changed over the three-year period. We find significant differences in patient experience-of-care scores by hospital characteristics for 250 out of 290 HCAHPS-hospital characteristic combinations measured. We find fewer significant differences in changes in scores from 2009-2011 (135 out of …

Using A Process Improvement Tool To Improve Staff Skills & Enhance The Urgent Needs Patient Experience In A Women’S Health Center, Kenneth J. Feldman, Molly Lopez, Morris Gagliardi

Patient Experience Journal

NYC Health + Hospitals / Gouverneur serves more patients than any other diagnostic and treatment center in New York State. As part of the NYC Health + Hospitals public health care system, which serves 1.4 million patients and is the largest municipal health care delivery system in the United States, Gouverneur strives to serve the needs of both scheduled and unscheduled patients. Within Gouverneur, the Women’s Health department treats approximately 1,600 patients per month through approximately 2,100 visits. In September 2014, Gouverneur’s Women’s Health department launched a weeklong process improvement initiative known as a Rapid Improvement Event (RIE). Structured through …

Improving Process And Enhancing Parent And Therapist Satisfaction Through A Coordinated Intake Approach, Sharla Piecowye, Devona Gibson, Janis Carscadden, Kayla Ueland, Gregory Wells, Scott Oddie

Patient Experience Journal

Recent research indicates that, in Canada, approximately one in five children entering school are not meeting age appropriate milestones in physical, social, language, or cognitive development. Even where support services are available families often face barriers in accessing these. With the goals of improving access to programs, reducing barriers and increasing consistency and efficiency, a new Coordinated Intake Approach (CIA) was developed for families accessing Children’s Rehabilitation Services. It was expected that the CIA would result in 1) parents finding the intake process more satisfactory and easier to complete, 2) therapists feeling more supported and satisfied and 3) a decrease …

The Patient Patient: The Importance Of Knowing Your Navigator, Sarah M. Wheeler Phd, Julie E. Gilbert Phd, Melissa Kaan Mba, Eric Klonikowski, Claire Mb Holloway Md Phd Frcsc

Patient Experience Journal

In Ontario, Diagnostic Assessment Programs (DAPs) have been implemented to improve the quality of care patients receive during the diagnostic phase of the cancer journey. Patient navigators play a critical role in this model by coordinating care and providing information and support to patients and their families. The objectives of this study were 1) to determine whether patient navigation in DAPs is associated with a better patient experience and 2) to examine whether patient navigation in DAPs modifies the effect of wait times and patient volumes on patient experience. Data reflecting patients’ experience within the DAP were collected via survey …

Instruments To Measure The Inpatient Hospital Experience: A Literature Review, Kelly J. Edwards, Kim Walker, Jed Duff

Patient Experience Journal

Healthcare professionals worldwide are increasingly broadening their focus to include the experiences of patients and their family members as a means of assessing quality patient centered care. This paper seeks to identify and discuss instruments specifically designed to measure the inpatient hospital experience. A literature search focusing on pre-identified instruments as per the Health Foundation’s Helping Measuring Patient Centered Care database of measurement instruments (de Silva, 2014) and additional health databases (CINAHL, ERIC, EBSCO, HaPI, MEDLINE, PubMed and Psych INFO) was undertaken. Thirteen relevant instruments and seventeen associated studies (regarding instrument development and or validation) were identified. These instruments provide …

Conceptualising Multiple Conditions In Australia: First Steps To Systemic Change To Meet The Needs Of People With Serious Long-Term Illnesses, Christine F. Walker

Patient Experience Journal

Since the 1970s greater numbers of people are now living with several serious long term illnesses. These include rarer genetic conditions and ‘lifestyle conditions’ as well as those of an idiopathic nature. This article examines the growing need for new terms and concepts that reflect the changes in the lives of people living with long-term serious illnesses.

Members of the Chronic Illness Alliance attended a workshop where they presented their experiences and views of living with multi-morbidities. Consumers were concerned about treatment side-effects, polypharmacy, adverse events and the need for coordinated care. Following this workshop, the Chronic Illness Alliance undertook …

Should I Stay Or Should I Go? Patient Understandings Of And Responses To Source-Isolation Practices, Mary Wyer, Rick Iedema, Christine Jorm, Gary Armstrong, Su-Yin Hor, Claire Hooker, Debra Jackson, Clarissa Hughes, Matthew V.N. O'Sullivan, Gwendolyn L. Gilbert

Patient Experience Journal

Isolation of patients, who are colonised or infected with a multidrug-resistant organism (source-isolation), is a common practice in most acute health-care settings, to prevent transmission to other patients. Efforts to improve the efficacy of source-isolation in hospitals focus on healthcare staff compliance with isolation precautions. In this article we examine patients’ awareness, understandings and observance of source-isolation practices and directives with a view to understanding better the roles patients play or could play in transmitting, or limiting transmission, of multidrug-resistant organisms (MRO). Seventeen source-isolated adult surgical patients and two relatives participated in video-reflexive ethnography and interviews. We learned that, although …

Managing Patient Expectations At Emergency Department Triage, Shital Shah, Anay Patel, Dino P. Rumoro, Samuel Hohmann, Francis Fullam

Patient Experience Journal

Emergency departments (ED) overcrowding, long wait, and uncomfortable waiting room conditions may lower perceived quality of the patient experience and satisfaction. This study investigates the relationship between patient satisfaction and communication of expected wait times, at the point of triage. A pre-post (11/4/ 2008 – 2/5/2009) group design with convenience sample (n=1,209) of all discharge adult ED patients was utilized for this study. A static expected wait time model (i.e., average wait time + one standard deviation) based on time of the day, day of the week and triage levels was employed to communicating expected wait time at triage while …

Bringing Patient Advisors To The Bedside: A Promising Avenue For Improving Partnership Between Patients And Their Care Team, Karine Vigneault, Johanne Higgins, Marie-Pascale Pomey, Josée Arsenault, Valérie Lahaie, Audrey-Maude Mercier, Olivier Fortin, Alain M. Danino

Patient Experience Journal

This paper presents an innovative model of care, which brings patients who have already been through a similar experience of illness (patient advisors) directly to the bedside of patients, where they are viewed as full-fledged members of the clinical team. As part of a pilot project, three patient advisors were recruited and met with patients who had sustained a traumatic amputation and were admitted to the only center of expertise in replantation of the upper limb in Canada. Several individual interviews and focus groups with patients and patient advisors have revealed very promising results. Indeed, patients have expressed …

Patient Leadership: Taking Patient Experience To The Next Level?, David Mcnally, Steve Sharples, Georgina Craig, Dr Anita Goraya, Frcgp

Patient Experience Journal

NHS England commissioned the project described in this article to explore how patients and carers can, acting as leaders, make a real difference in improving experience of care. The work was carried out on a collaborative basis, co-designing the scope of the research with patient leaders and commissioners. We gathered case examples across England that had involved patient leaders in using patient and carer feedback to improve experience of care. A Patient Leaders Expert Advisory Group selected four case examples that were visited to undertake a more detailed study and subsequently discussed and agreed the key learning points and conclusions. …

The Critical Role Of Family In Patient Experience, Brian Boyle

Patient Experience Journal

In this commentary Brian Boyle raises a simple, yet critical point about the value of family in the care experience. He offers, "When you are focusing on the goals for the patient's recovery, the doctors work with the nurses, specialists, and patient's family to decide on the appropriate care plan for the patient on both a short- and long-term basis. It is vital that this multi-disciplinary approach occurs during the formation of the care plan and is frequently updated as time goes on. The loved ones of a patient may not have a medical license or healthcare background, but their …

The State Of Patient Experience, Jason A. Wolf Phd

Patient Experience Journal

As the patient experience movement continues to flourish, there is greater alignment that experience encompasses all we do in healthcare – not simply a customer encounter, but how we engage people in mind, body and spirit, how we integrate the critical aspects of care from quality to safety to service and how we link the very complexities of our healthcare systems globally to provide for easy journeys for those receiving care. In sharing data from the latest study for The Beryl Institute on patient experience, the trends of this growing movement are seen as positive and a set of clear …

Irish Gms Cost Projections And Its Implications Between 2016 And 2026, Aisling Conway Lenihan, Noel Woods

Dept. of Management & Enterprise Publications

Introduction: Ireland had one of the highest pharmaceutical spends per capita in the EU in 2012. The General Medical Services (GMS) scheme is the largest community drug scheme in Ireland with approximately 40% of the population eligible for free drugs and appliances in 2012. The total cost of GMS prescriptions increased by 414% between 1998 and 2012. This paper projects Irish GMS cost from 2016 to 2026 and examines the implications of the estimated impact on GMS expenditure.

Method: Central Statistics Office (CSO) population projections (2013) and HSE-PCRS GMS population prescription data (2012) were used to develop four variables; population, …

Estimating Health & Economic Gains From Public Health Delivery System Transformation, Glen P. Mays

Health Management and Policy Presentations

Objectives: The Affordable Care Act created new resources and incentives for hospitals, insurers, public health agencies, and others to contribute to disease prevention and health promotion activities, potentially changing the structure of public health delivery systems and expanding the implementation of strategies that improve population health. This study uses data from the 1998-2014 National Longitudinal Survey of Public Health Systems to examine: (1) the extent and nature of change in inter-organizational contributions to public health activities, which we use as indicators of public health system change; and (2) the effects of these changes on preventable mortality and resource use. Methods: …

Rural Disabled Medicare Beneficiaries Spend More Out-Of-Pocket Than Their Urban Counterparts, Erika C. Ziller Phd, Jennifer D. Lenardson Mhs, Andrew F. Coburn Phd

Access / Insurance

The majority of Medicare beneficiaries experience gaps between the care they need and costs covered by Medicare and seek supplemental coverage to meet this gap, including private plans offered by former employers or purchased individually, or public coverage through Medicaid. Since rural beneficiaries are more likely to purchase supplemental indemnity coverage individually, to participate in Medicaid, or to go without supplemental coverage altogether, it is likely that their out-of-pocket spending differs from that of urban residents, although the magnitude and direction of these differences may vary for individual beneficiaries. This study used data from the 2006-2010 Medical Expenditure Panel Survey …

Out-Of-Pocket Spending Among Rural Medicare Beneficiaries, Erika C. Ziller Phd, Jennifer D. Lenardson Mhs, Andrew F. Coburn Phd

Access / Insurance

The majority of Medicare beneficiaries experience gaps between the care they need and costs covered by Medicare and seek supplemental coverage to meet this gap, including private plans offered by former employers or purchased individually, or public coverage through Medicaid. Since rural beneficiaries are more likely to purchase supplemental indemnity coverage individually, to participate in Medicaid, or to go without supplemental coverage altogether, it is likely that their out-of-pocket spending differs from that of urban residents, although the magnitude and direction of these differences may vary for individual beneficiaries. This study used data from the 2006-2010 Medical Expenditure Panel Survey …

The Controversy Of Rising Drug Prices: The Public’S Views, R. J. Blendon, J. M. Benson, Caitlin L. Mcmurtry, J. M. Sayde

Brown School Faculty Publications

A new poll of adults in the United States by STAT and Harvard T.H. Chan School of Public Health finds that public concerns about the unreasonableness of brand-name prescription drug prices is fueling support for major governmental action to negotiate or set brand-name drug prices in the future.

The Experiment Must Continue: Medical Research And Ethics In East Africa, 1940–2014, Melissa Graboyes

Ohio University Press Open Access Books

The Experiment Must Continue is a beautifully articulated ethnographic history of medical experimentation in East Africa from 1940 through 2014. In it, Melissa Graboyes combines her training in public health and in history to treat her subject with the dual sensitivities of a medical ethicist and a fine historian. She breathes life into the fascinating histories of research on human subjects, elucidating the hopes of the interventionists and the experiences of the putative beneficiaries.

Historical case studies highlight failed attempts to eliminate tropical diseases, while modern examples delve into ongoing malaria and HIV/AIDS research. Collectively, these show how East Africans …

Applying Voronoi Tessellations As A Non-Orthogonal Grid Methodology To Inform Public-Private Mix Efforts In Nigeria: An Examination Of The Distribution Of Private Healthcare Providers In Six States And The Covariates Underlying Their Utilization, Trinadh Dontamsetti

USF Tampa Graduate Theses and Dissertations

TB care and prevention is led by the public sector, but many TB symptomatics first seek care in the private sector, highlighting the importance of engaging these facilities. This report examines basic TB epidemiology (such as the gap in case finding that could be addressed in part via private sector activities), health-seeking behaviors (HSB) and diagnostic delays, the size of the private sector, activities of professional societies, and financing. It examines the potential utility of integrating Voronoi tessellations as a GIS-based method for informing and improving Public-Private Mix (PPM) efforts throughout six states in Nigeria. Further, it explores a potential …